Securing AI Generated Code: You Ship It, You Own It

A developer merges a pull request on Friday afternoon. Monday morning, a security review flags a SQL injection flaw in a new endpoint. When you ask what happened, the answer is: “Copilot generated that part. I didn’t really read it.” That answer is worse than the bug. The security problem with AI-generated code is not only that models can produce insecure patterns. It’s that teams start treating shipped code as if ownership can be outsourced along with the typing. Scanners, SAST, and dependenc...

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